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  4. /gpt-5.6-terra / file-analysis
OpenAI
GPT 5.6 Terra
$ 
gpt-5.6-terra is a high-throughput OpenAI model optimized for production reliability and large-scale data processing. With 200k context and 30% fewer hallucinations in RAG workflows, it provides grounded, structured outputs for enterprises.

Modalities

Input: TextInput: ImageInput: Document
Output: Text

/

Context

API Usage Examples
$ 
curl --request POST "https://gptproto.com/v1/chat/completions" \
  --header "Authorization: Bearer $GPTPROTO_API_KEY" \
  --header "Content-Type: application/json" \
  --data '{
    "model": "gpt-5.6-terra",
    "messages": [
      {
        "role": "user",
        "content": "Hello"
      }
    ]
  }'
GPT 5.6 Terra pricing

Estimate a request with real work scenarios. GPTProto token pricing is 20% below official rates.

Cost calculator

Multi-turn agent with cached context.
TokensRateCost
$1.6 / 1M$0.0024
$9.6 / 1M$0.00768
$2 / 1M$0.006
$0.16 / 1M$0.004
Cost per request$0.02008

Top up

GPTProto vs official pricing.
Requests
You pay
20% off
$100
You receive$100.00

Save$25.00 (20%)vs OpenAI official

Related Models
All Models
ModelInput → Output
GPT 5.6 TerraCurrent
1.05M$1.60 / $9.60 per 1M$2.00 / $0.16 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.3
1.05M$1.26 / $3.96 per 1M— / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.7 Flash
1.05M$0.45 / $2.25 per 1M— / $0.04 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.6
500K$1.20 / $3.60 per 1M— / $0.30 per 1M
Input: TextInput: Image
Output: Text
Qwen3.8 Max
1M$1.80 / $5.40 per 1M$2.25 / $0.23 per 1M
Input: TextInput: ImageInput: VideoInput: Document
Output: Text
Claude Opus 5
1M$4.00 / $20.00 per 1M$5.00 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.6 Flash
1.05M$0.45 / $2.25 per 1M— / $0.04 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Gemini 3.5 Flash Lite
1.05M$0.18 / $1.50 per 1M$0.02 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K3
1.05M$2.70 / $13.50 per 1M$0.27 / $0.27 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Luna
1.05M$0.16 / $0.96 per 1M$0.20 / $0.02 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.6 Sol
1.05M$4.00 / $24.00 per 1M$5.00 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Grok 4.5
500K$1.20 / $3.60 per 1M$0.30 / $0.30 per 1M
Input: TextInput: Image
Output: Text
Claude Sonnet 5
1M$1.60 / $8.00 per 1M$2.00 / $0.16 per 1M
Input: TextInput: Document
Output: Text
MiniMax M3
1.05M$0.48 / $0.96 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GLM 5.2
1.05M$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.1 Chat Latest
—$1.00 / $8.00 per 1M$0.10 / $0.10 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Claude Fable 5
1M$8.00 / $40.00 per 1M$10.00 / $0.80 per 1M
Input: TextInput: Document
Output: Text
Qwen3.7 Max
1M$0.36 / $1.44 per 1M$0.07 / $0.07 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v4 Flash
—1.05M$0.44 / $1.32 per 1M— / $0.01 per 1M
Input: Text
Output: Text
DeepSeek v4 Pro
—1.05M$1.32 / $3.96 per 1M— / $0.04 per 1M
Input: Text
Output: Text
Grok 4.3
1M$0.75 / $1.50 per 1M$0.12 / $0.12 per 1M
Input: TextInput: Image
Output: Text
GPT 5.4 Pro
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.5 Pro
1.05M$24.00 / $144.00 per 1M—
Input: TextInput: ImageInput: Document
Output: Text
GPT 5.5
1.05M$4.00 / $24.00 per 1M$0.40 / $0.40 per 1M
Input: TextInput: ImageInput: Document
Output: Text
Kimi K2.6
262K$0.85 / $3.60 per 1M$0.14 / $0.14 per 1M
Input: TextInput: Document
Output: Text
GLM 5.1
205K$1.26 / $3.96 per 1M$0.23 / $0.23 per 1M
Input: TextInput: Document
Output: Text
DeepSeek v3.2
164K$0.17 / $0.25 per 1M$0.02 / $0.02 per 1M
Input: Text
Output: Text
MiniMax M2.5
205K$0.24 / $0.96 per 1M$0.30 / $0.02 per 1M
Input: TextInput: Document
Output: Text
Kimi K2.5
262K$0.54 / $2.70 per 1M$0.09 / $0.09 per 1M
Input: TextInput: Document
Output: Text
Qwen Turbo
—$0.04 / $0.18 per 1M$0.009 / $0.009 per 1M
Input: Text
Output: Text
Doubao Seed 1.6 Thinking (Build 250715)
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Thinking (Build 250615)
262K$0.10 / $0.97 per 1M—
Input: TextInput: Image
Output: Text
Doubao Seed 1.6 Flash (Build 250615)
262K$0.02 / $0.18 per 1M—
Input: TextInput: Image
Output: Text

gpt-5.6-terra Key Performance Features

Detailed technical advantages of the gpt-5.6-terra architecture, optimized for accuracy and massive scale.

Enhanced Grounding Tuning

Specifically tuned to prioritize provided context over internal data, gpt-5.6-terra reduces hallucinations by 30% in RAG workflows, ensuring your business data remains the primary source.

High-Throughput Architecture

Built for production, gpt-5.6-terra delivers low Time-To-First-Token and maintains stability under heavy concurrency, making it ideal for real-time, user-facing enterprise applications.

Strict JSON Adherence

The gpt-5.6-terra model utilizes a specialized decoding strategy to ensure 100% adherence to your supplied JSON schemas, which is vital for automated ETL and robust API orchestration.

200k Context Window

Process massive datasets with gpt-5.6-terra using the 200k context window. It maintains consistent 99% retrieval accuracy across the entire range for reliable long-form document analysis.

gpt-5.6-terra FAQs

Explore common questions about gpt-5.6-terra, focusing on its unique Terra-tuning, grounding capabilities, and how it compares to other models in the OpenAI 5.6 series for enterprise use.

How does gpt-5.6-terra improve RAG workflows?

gpt-5.6-terra uses specialized Terra-tuning to prioritize prompt-provided context over its training data. This architectural shift reduces hallucination rates in Retrieval-Augmented Generation by roughly 30%. By focusing on grounded responses, gpt-5.6-terra ensures that enterprise applications remain accurate and reliable when processing internal documentation or proprietary knowledge bases.

What is the context window for gpt-5.6-terra?

The gpt-5.6-terra model supports a massive 200,000-token context window. This allows developers to input entire technical manuals or legal repositories in a single request. Reliability remains high across the entire range, with needle-in-a-haystack retrieval scores consistently exceeding 99%. This makes gpt-5.6-terra ideal for long-form document synthesis and complex codebase indexing without losing instruction clarity.

Does gpt-5.6-terra guarantee JSON adherence?

Yes, gpt-5.6-terra is designed for strict JSON adherence. It utilizes a specialized decoding strategy and a Strict Schema mode to ensure 100% compliance with supplied JSON formats. This capability is critical for automated ETL processes, API orchestration, and high-volume data extraction where structured outputs are mandatory. By using gpt-5.6-terra, you eliminate the formatting errors common in less specialized AI models.

How does gpt-5.6-terra handle high traffic?

Built for high-concurrency environments, gpt-5.6-terra offers low Time-To-First-Token (TTFT) even under heavy loads. It is optimized for throughput, making it the preferred choice for real-time user-facing applications. Whether you are running customer support bots or large-scale translation pipelines, gpt-5.6-terra provides the stability and speed required for production-grade enterprise deployments.

Is my data sent to gpt-5.6-terra used for training?

No. When you access gpt-5.6-terra through our platform, your data is excluded from vendor training sets. We prioritize enterprise-grade privacy and security, ensuring that all inputs and outputs remain your intellectual property. This commitment to data sovereignty makes gpt-5.6-terra a trustworthy solution for handling sensitive internal communications, customer data, and proprietary research without risk of exposure.

When should I choose gpt-5.6-terra over GPT-4o?

Choose gpt-5.6-terra when grounding and cost-efficiency are more important than multimodal creativity. While GPT-4o excels in creative narrative and complex vision tasks, gpt-5.6-terra is specifically tuned for reliability in data-heavy RAG workflows. At $2.50 per 1M input tokens, gpt-5.6-terra offers a more economical path for high-volume automated processing and enterprise documentation tasks without sacrificing performance.

GPT Proto

Empowering AI Innovation with Global Scale and Stability:

With our flagship product GPT Proto, we offer a unified interface to access and combine APIs from the world's leading AI providers—spanning text, vision, speech, and beyond. We empower developers and enterprises to simplify integration and accelerate innovation without limits.

Global Infrastructure, Local Compliance:

To ensure enterprise-grade reliability and compliance, Talent Tech Global Limited operates specifically as our global Billing and Contracting Entity. Meanwhile, our core technical infrastructure and R&D teams are strategically distributed across global innovation hubs, including Silicon Valley, Singapore, and Hong Kong.

Built to Scale:

We understand that stability is paramount. Our platform is built on a robust, decentralized architecture supporting dynamic Auto-scaling. Whether you are running a pilot or handling millions of concurrent requests, our system expands instantly to meet demand—guaranteeing that your business never outgrows our infrastructure.

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